• Aalto SCI Computer Science Konemiehentie 2

20152020

Research output per year

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Personal profile

Artistic and research interests

I'm interested in the questions of when and how machine learning is possible for a given application.

Education/Academic qualification

Doctor of Science (Technology)

External positions

Teacher

21 Oct 20191 Mar 2020

Advisor

2018 → …

Keywords

  • statistical learning theory
  • compressed sensing
  • big data
  • complex networks
  • convex optimization
  • graphical models
  • distributed algorithms
  • information theory
  • dimensionality reduction
  • statistical physics

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Research Output

An Information-Theoretic Approach to Personalized Explainable Machine Learning

Jung, A. & Nardelli, P. H. J., 7 May 2020, In : IEEE Signal Processing Letters. 27, p. 825-829

Research output: Contribution to journalArticleScientificpeer-review

  • On the Duality Between Network Flows and Network Lasso

    Jung, A., 2020, In : IEEE Signal Processing Letters. 27, p. 940-944 5 p., 9103236.

    Research output: Contribution to journalArticleScientificpeer-review

  • On the Sample Complexity of Graphical Model Selection From Non-Stationary Samples

    Tran Quang, N., Jung, A. & Abramenko, O., 1 Jan 2020, In : IEEE Transactions on Signal Processing. 68, p. 17-32

    Research output: Contribution to journalArticleScientificpeer-review

    Open Access
  • Analysis of Network Lasso for Semi-Supervised Regression

    Jung, A. & Vesselinova, N., 2019, Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha, Okinawa, Japan. p. 380-387 (Proceedings of Machine Learning Research; vol. 89).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
    File
  • 10 Downloads (Pure)

    Automating Root Cause Analysis via Machine Learning in Agile Software Testing Environments

    Kahles, J., Torronen, J., Huuhtanen, T. & Jung, A., 1 Apr 2019, Proceedings - 2019 IEEE 12th International Conference on Software Testing, Verification and Validation, ICST 2019. IEEE, p. 379-390 12 p. 8730163

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
    File
  • 226 Downloads (Pure)

    Projects

    Artificial Intelligence

    Jung, A. & Ambos, H.

    01/04/201931/12/2020

    Project: Other external funding: Other public funding

    Intelligent Techniques in Condition Monitoring of Electromechanical Energy Conversion Systems

    Jung, A.

    01/09/202031/08/2024

    Project: Academy of Finland: Other research funding

    Prizes

    Amazon Machine Learning Research Award

    Alex Jung (Recipient), 2018

    Prize: Award or honor granted for a specific work

    Best Student Paper Award

    Alex Jung (Recipient), 22 May 2011

    Prize: Award or honor granted for a specific work

    Promotio Sub Auspiciis Res Publicae

    Alex Jung (Recipient), 8 Jun 2012

    Prize: Award or honor granted for academic career

  • Activities

    IEEE Signal Processing Letters (Journal)

    Alex Jung (Reviewer)
    2020 → …

    Activity: Publication peer-review and editorial work typesMembership of an editorial board

    Examiner at Phd Defense

    Alex Jung (Examiner)
    16 Sep 2019

    Activity: Examination typesPre-examination of dissertation or acting as opponent to doctoral students

    IEEE Transactions on Signal Processing (Journal)

    Alex Jung (Reviewer)
    1 Jan 2019 → …

    Activity: Publication peer-review and editorial work typesReviewer of scientific journal

    Future Generation Computer Systems (Journal)

    Alex Jung (Reviewer)
    May 2019

    Activity: Publication peer-review and editorial work typesReviewer of scientific journal

    IEEE Transactions on Knowledge and Data Engineering (Journal)

    Alex Jung (Reviewer)
    Jul 2018 → …

    Activity: Publication peer-review and editorial work typesReviewer of scientific journal

    Press / Media

    Scientists ‘at the bleeding edge’ with upgrade to CMS detector

    Alex Jung

    05/05/202006/05/2020

    2 items of Media coverage

    Press/Media: Media appearance

    SCIENTISTS 'AT THE BLEEDING EDGE' WITH UPGRADE TO CMS DETECTOR

    Alex Jung

    05/05/2020

    2 items of Media coverage

    Press/Media: Media appearance

    International team of physicists continues search for new physics

    Alex Jung

    30/01/2019

    5 items of Media coverage

    Press/Media: Media appearance

    INTERNATIONAL TEAM OF PHYSICISTS CONTINUES SEARCH FOR NEW PHYSICS

    Alex Jung

    30/01/2019

    1 item of Media coverage

    Press/Media: Media appearance

    International Team of Physicists Continues Search for New Physics

    Alex Jung

    30/01/2019

    1 item of Media coverage

    Press/Media: Media appearance